Masahiro Kaneko


I am a Ph.D. Candidate at Komachi Lab, Tokyo Metropolitan University. I am interested in Computer assisted language learning as Grammatical Error Detection/ Correction and Word Embeddings.

Email: kaneko-masahiro[at]ed.tmu.ac.jp

News

Publications

Journal

    • 金子正弘, 堺澤勇也, 小町守. 正誤情報と文法誤りパターンを考慮した単語分散表現を用いた文法誤り検出 . 自然言語処理,Vol.25, No.4, pp.421-439. September 2018 [論文]

International Conference/Workshop

2019

    • Masahiro Kaneko and Danushka Bollegala. Gender-preserving Debiasing for Pre-trained Word Embeddings. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL). (Long paper) [arxiv] [bib] [code]
    • Kengo Hotate, Masahiro Kaneko, Satoru Katsumata and Mamoru Komachi. Controlling Grammatical Error Correction Using Word Edit Rate. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop (ACL SRW).
    • Masahiro Kaneko, Kengo Hotate, Satoru Katsumata and Mamoru Komachi. TMU Transformer System Using BERT for Re-ranking at BEA 2019 Grammatical Error Correction on Restricted Track. In Proceedings of the 14th Workshop on Innovative Use of NLP for Building Educational Applications (BEA): Shared Task on Grammatical Error Correction. [paper] [bib]
    • Mio Arai, Masahiro Kaneko and Mamoru Komachi. Grammatical-Error-Aware Incorrect Example Retrieval System for Learners of Japanese as a Second Language. In Proceedings of the 14th Workshop on Innovative Use of NLP for Building Educational Applications (BEA).
    • Masahiro Kaneko and Mamoru Komachi. Multi-Head Multi-Layer Attention to Deep Language Representations for Grammatical Error Detection. In 20th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing). [arxiv] [poster] [bib] [code]
    • Masato Mita, Tomoya Mizumoto, Masahiro Kaneko, Ryo Nagata and Kentaro Inui. Cross-Corpora Evaluation and Analysis of Grammatical Error Correction Models — Is Single-Corpus Evaluation Enough? In 2019 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT). (Short paper)

2018

    • Masahiro Kaneko, Tomoyuki Kajiwara and Mamoru Komachi. TMU System for SLAM-2018. In Proceedings of the 13th Workshop on Innovative Use of NLP for Building Educational Applications (BEA): Shared Task on Second Language Acquisition Modeling. June 2018. [paper] [poster] [bib] [code]

2017

    • Masahiro Kaneko, Yuya Sakaizawa and Mamoru Komachi. Grammatical Error Detection Using Error- and Grammaticality-Specific Word Embeddings. In Proceedings of the 8th International Joint Conference on Natural Language Processing (IJCNLP), pp.40-48. Taipei, Taiwan. November 28, 2017. (Long paper) [paper] [slide] [bib] [code]

Domestic Conference/Workshop

2019

    • 三田雅人, 水本智也, 金子正弘, 永田亮, 乾健太郎. 文法誤り訂正のコーパス横断評価: 単一コーパス評価で十分か? 言語処理学会第25回年次大会, pp.978-981. March 15, 2019.
    • 新井美桜, 金子正弘, 小町守. 日本語学習者向けの文法誤り検出機能付き誤用例文検索システム. 言語処理学会第25回年次大会, pp.1097-1100. March 15, 2019.
    • 甫立健悟, 金子正弘, 勝又智, 小町守. 文法誤り訂正における単語編集率を用いた訂正度の制御. 言語処理学会第25回年次大会, pp.635-638. March 14, 2019.
    • 金子正弘, 小町守. 深層言語表現モデルに対するマルチヘッド・多層アテンションによる英語文法誤り検出. 言語処理学会第25回年次大会, pp.446-449. March 14, 2019. [論文] [ポスター]

2018

    • 甫立健悟, 松村雪桜, 勝又智, 金子正弘, 小町守. 敵対的生成ネットワークを用いた文法誤り訂正. NLP 若手の会第13回シンポジウム. August 28, 2018.
    • 金子正弘, Imankulova Aizhan, 小町守. 転移学習を用いてコンテキストを考慮した系列変換タスクにおけるリランキング. NLP 若手の会第13回シンポジウム. August 28, 2018.
    • 金子正弘, 小町守. パイプライン処理によるニューラル英語文法誤り検出と訂正. 言語処理学会第24回年次大会, pp.576-579. March 14, 2018. [論文] [ポスター]

2017

    • 金子正弘, 堺澤勇也, 小町守. 英語学習者の文法誤りパターンと正誤情報を考慮した単語分散表現学習. 言語処理学会第23回年次大会, pp.729-732. March 15, 2017. 言語処理学会第23回年次大会若手奨励賞受賞 [論文] [ポスター] Young Researcher Award

Talks

Professional Experience

  • 2018.10 - 2019.02: Visiting Researcher @ Danushka Bollegala group, University of Liverpool, Liverpool, UK
  • 2018.08 - Present: NLP Research Assistant @ RIKEN AIP, Natural Language Understanding Team (Team Leader: Kentaro Inui), Tokyo, Japan
  • 2018.07: Participate in Deep Learning Camp (24/562) for a month, Jeju, Korea
  • 2017.06 - 2017.12: Part time job as NLP Engineer @ Best Teacher, Inc., Tokyo, Japan
  • 2016.10 - 2018.03: Joint-research with TOYOTA Motor Corporation.
  • 2016.08 - 2016.09: Research internship @ TOYOTA InfoTechnology Center Co., LTD., Tokyo, Japan

Education

  • 2016.04 - Present: Ph.D., Tokyo Metropolitan University, Computer Science
  • 2016.04 - 2018.03: Master, Tokyo Metropolitan University, Computer Science.
  • 2012.04 - 2016.03: BSc, Kitami Institute of Technology, Computer Science.

Fellowship

Awards

  • 2017.03: Young Researcher Award (4/300), The 23rd Annual Meeting of the Association for Natural Language Processing, Japan
  • 2017.01: Hackathon Technology and Audience Award, First PwC's Technology, Japan

Activities

Reviewer

  • Peer
    • 2019: PACLIC
  • Secondary
    • 2019: NAACL, *SEM, ACL, ACL demo, BEA
    • 2018: NAACL, ACL demo, EMNLP demo
    • 2017: NLPTEA